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Anserini Regressions: MS MARCO (V2) Document Ranking

Models: various bag-of-words approaches on complete documents

This page describes regression experiments for document ranking on the MS MARCO (V2) document corpus using the dev queries, which is integrated into Anserini's regression testing framework. Here, we cover bag-of-words baselines. For more complete instructions on how to run end-to-end experiments, refer to this page.

The exact configurations for these regressions are stored in this YAML file. Note that this page is automatically generated from this template as part of Anserini's regression pipeline, so do not modify this page directly; modify the template instead.

From one of our Waterloo servers (e.g., orca), the following command will perform the complete regression, end to end:

python src/main/python/run_regression.py --index --verify --search --regression msmarco-v2-doc

Indexing

Typical indexing command:

target/appassembler/bin/IndexCollection \
  -collection MsMarcoV2DocCollection \
  -input /path/to/msmarco-v2-doc \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -generator DefaultLuceneDocumentGenerator \
  -threads 24 -storeRaw \
  >& logs/log.msmarco-v2-doc &

The directory /path/to/msmarco-v2-doc/ should be a directory containing the compressed jsonl files that comprise the corpus. See this page for additional details.

For additional details, see explanation of common indexing options.

Retrieval

Topics and qrels are stored in src/main/resources/topics-and-qrels/. These regression experiments use the dev queries and the dev2 queries.

After indexing has completed, you should be able to perform retrieval as follows:

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -topics src/main/resources/topics-and-qrels/topics.msmarco-v2-doc.dev.txt \
  -topicreader TsvInt \
  -output runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev.txt \
  -bm25 &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -topics src/main/resources/topics-and-qrels/topics.msmarco-v2-doc.dev2.txt \
  -topicreader TsvInt \
  -output runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev2.txt \
  -bm25 &

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -topics src/main/resources/topics-and-qrels/topics.msmarco-v2-doc.dev.txt \
  -topicreader TsvInt \
  -output runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev.txt \
  -bm25 -rm3 -collection MsMarcoV2DocCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -topics src/main/resources/topics-and-qrels/topics.msmarco-v2-doc.dev2.txt \
  -topicreader TsvInt \
  -output runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev2.txt \
  -bm25 -rm3 -collection MsMarcoV2DocCollection &

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -topics src/main/resources/topics-and-qrels/topics.msmarco-v2-doc.dev.txt \
  -topicreader TsvInt \
  -output runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev.txt \
  -bm25 -rocchio -collection MsMarcoV2DocCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.msmarco-v2-doc/ \
  -topics src/main/resources/topics-and-qrels/topics.msmarco-v2-doc.dev2.txt \
  -topicreader TsvInt \
  -output runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev2.txt \
  -bm25 -rocchio -collection MsMarcoV2DocCollection &

Evaluation can be performed using trec_eval:

tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m map -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev2.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev2.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m map -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default.topics.msmarco-v2-doc.dev2.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m map -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev2.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev2.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m map -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default+rm3.topics.msmarco-v2-doc.dev2.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m map -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev.txt runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev2.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev2.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m map -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-v2-doc.dev2.txt runs/run.msmarco-v2-doc.bm25-default+rocchio.topics.msmarco-v2-doc.dev2.txt

Effectiveness

With the above commands, you should be able to reproduce the following results:

MAP@100 BM25 (default) +RM3 +Rocchio
MS MARCO V2 Doc: Dev 0.1552 0.0965 0.0965
MS MARCO V2 Doc: Dev2 0.1639 0.1016 0.1037
MRR@100 BM25 (default) +RM3 +Rocchio
MS MARCO V2 Doc: Dev 0.1572 0.0974 0.0974
MS MARCO V2 Doc: Dev2 0.1659 0.1033 0.1052
R@100 BM25 (default) +RM3 +Rocchio
MS MARCO V2 Doc: Dev 0.5956 0.5108 0.5135
MS MARCO V2 Doc: Dev2 0.5970 0.5253 0.5261
R@1000 BM25 (default) +RM3 +Rocchio
MS MARCO V2 Doc: Dev 0.8054 0.7699 0.7697
MS MARCO V2 Doc: Dev2 0.8029 0.7736 0.7762